The need for fair data quality has never been more critical. As we collect and analyze vast amounts of data, the risk of bias and inaccuracies rises. This article outlines essential metrics that promote ethical practices and ensure data reliability. The Rising Tide of Data Bias and its Consequences Data bias can lead to unfair outcomes across various fields. From hiring decisions to loan approvals, the impact can be detrimental. Bias not only ske...